Table 1 Comparison of model performance with the experimental and augmented data
Model | Predictive performance | |||||
|---|---|---|---|---|---|---|
Corrosion current density (icorr) | Corrosion potential (Ecorr) | Pitting potential (Epit) | ||||
Experimental | Augmented | Experimental | Augmented | Experimental | Augmented | |
LassoIC | 25% | 48% | 43% | 67% | 70% | 74% |
KRR | 35% | 82% | 60% | 89% | 77% | 94% |
RF | 38% | 83% | 66% | 90% | 78% | 95% |
NN | 34% | 81% | 39% | 83% | 58% | 88% |
